A dairy herd at pasture
Land · New Zealand dairy · Selective dry-off

The average has never been better.The decision has never been harder.

New Zealand recorded its lowest-ever average somatic cell count in 2023/24. That is a herd average. From 1 January 2027 every dry-cow antibiotic has to be justified for the individual animal. The individual is where the average tells you nothing.

← Where it applies One decision, worked all the way down
The decision

Which cows get an antibiotic at dry-off.

Once a year, at the end of lactation, every cow in the herd gets sorted into one of three piles. Antibiotic dry-cow therapy. Internal teat sealant only. Or culled. From the 2027 season the vet has to be able to justify that first pile animal by animal, in writing. The sorting still happens in an afternoon, in a yard, against a number that was measured weeks ago.

It is a decision that cannot be revisited. The cow is dry for weeks; whatever was in the udder at dry-off has the whole dry period to resolve or to establish. You find out how the sort went at calving, when she either milks clean or she does not.

Get it wrong either way and you pay: in antibiotics you did not need, or in a lactation you cannot get back.

both errors, and they run in opposite directions
What you can’t see

The number is an average of four quarters, taken a month ago.

One cow, at the last herd test of the season, reads 170,000 cells per millilitre. Under the rule she is comfortably below the cut-point, so she gets a teat seal and no antibiotic, and the sort moves on to the next cow.

Underneath that one number are four quarters. Three of them are clean at around 60,000. The fourth is running at 500,000 and has an established infection in it. A herd-test sample is a composite: milk from all four quarters, mixed, measured once. Average the four and you get 170,000, and the infected quarter disappears into the three that are not.

The sampling makes it worse. Herd tests are roughly monthly, and irregularly spaced. What you hold is a handful of points on a line that moves continuously: a level, taken on a day, standing in for a process. Between her last test and dry-off she may have cleared it, held it, or seeded two more cows at every milking since.

And the thing you actually need is not on the list at all. The question at dry-off is not is she infected. It is will the antibiotic work on her. A chronic infection in an older cow, well established, may not clear no matter what you put in it. The dose is spent and the cow is no better. Nothing in a somatic cell count distinguishes the cow who will cure from the cow who will not. It was never measuring that.

She is sealed. She calves. In the second week she is clinical, and the record will show that she was under the threshold at her last test, which is true, and which explains nothing.

The clock

1 January 2027, and practice is not there yet.

Clock one
Per-cow justification, from 1 January 2027

The Veterinary Council of New Zealand’s updated prescribing advice for dry cow therapy comes into effect on 1 January 2027. Under it, veterinarians must be able to justify each individual animal’s treatment by ensuring there is sufficient evidence to support a need for DCAT use for each animal for which the product is authorised, meaning individual cow somatic cell count results, and must record the decision-making process, the supporting evidence, and their reasons for using the antibiotic in each cow. Whole-herd treatment survives only where the herd meets both bulk-milk criteria: an arithmetic mean bulk milk SCC of at least 200,000 cells/mL through the seventh month of lactation, and a monthly increase of more than 40,000 cells/mL between the sixth and seventh. Practices are already writing to clients about what that means: one Waikato clinic told its farmers in March 2026 that from 1st January 2027 there will be penalties for vets who prescribe DCT without justification.

Clock two
The gap between the criteria and the practice

DairyNZ puts the share of New Zealand herds that meet the bulk-milk threshold justifying blanket treatment at fewer than 5%. At Taranaki Veterinary Centre, a practice a 2023 Ministry for Primary Industries audit singled out as demonstrating the highest standard of stewardship of prudent antibiotic use, 19% of herds still receive whole-herd DCAT. Getting there took that clinic from treating 80% of adult cows in 2014 to 50% now, over more than a decade, with two years of staff training in how to have the conversation. Those are different populations and not a like-for-like ratio. They are still the shape of the problem: the best in the country, still four times the qualifying rate, seventeen months out.

What that changes is the nature of the constraint. The scarce thing at dry-off is not the drug. You can buy as much of that as you like. The scarce thing is permission to use it, and from 2027 permission is granted one animal at a time, against evidence, on the record. That is an unusual budget: it does not run out, it has to be earned, and the earning has to be written down.

And the dose is not the end of it. A cow given antibiotic dry-cow therapy carries a withholding obligation that runs past calving: the New Zealand Veterinary Association’s position on bobby calves requires strict application of the milk withholding periods for DCT rather than a general clean-milk rule, and calves treated directly with antimicrobials are disqualified from bobby calf slaughter altogether. So an unnecessary dose does more than spend permission and seed resistance. It attaches a tracking obligation to one animal, months later, in a trade that is watched from outside. A cow you treat in May is still a constraint in August.

It is also, on the Taranaki evidence, not a switch. That clinic moved by a few percentage points a year, farm by farm, against reasons for resisting that were mostly not financial. A farmer who once lost cows to a teat-seal failure will not be moved by an argument about cost. What changes a mind at that scale is being able to say, for this cow, on this evidence, here is what we expect to happen.

Which makes the honest framing of this the opposite of the usual one. New Zealand is not in a cell-count crisis. The national average is the best it has ever been. The problem is that a national average has never once told a vet which cow in front of them should get the needle.

An average that is improving and a decision that is getting harder are not a contradiction. They are the same fact seen from two ends.

The rule we have to beat

The incumbent published its own error rates.

The rule is a cell-count threshold. Treat cows above a cut-point at the last herd test, or with a clinical history; seal the rest. DairyNZ’s Technote 14, dated January 2025, sets it out plainly: In the past, thresholds of 150,000 cells/mL have been used. As herds implement better mastitis management in lactation, the threshold can be increased to 200,000 or 250,000 cells/mL.

The rule is strong, and worth setting out that way. It is free, it runs on data the farm already collects and already pays for, and it produces exactly the audit trail the new authorisation requirement asks for. Every vet and every farmer in the country understands it. And it works: culture- or algorithm-guided selective dry-cow therapy cut quarter-level antibiotic use at dry-off from 100% under blanket treatment to 45%, across seven herds with an internal teat sealant in every quarter, and the companion trial found either programme unlikely to increase clinical mastitis risk in the following lactation (Rowe et al., two papers, Journal of Dairy Science, 2020). Roughly half the antibiotics, with no measurable udder-health penalty. That is the bar.

And the same document that recommends the threshold reports how well it separates. When using a maximum cow SCC of >200,000 cells/mL as the cut-point, for the last herd test within 80 days before drying off, the Se and Sp were 0.78 and 0.79, respectively.

About one infected cow in five is below the line and gets sealed. About one uninfected cow in five is above it and gets an antibiotic she did not need. Those are not our numbers, and they are not an attack on the rule. They are the rule’s own published operating characteristics, in the guidance that recommends it. DairySmart’s field data points the same way from the other side: approximately 20% of high-SCC cows grow no bugs.

The threshold does not sort badly. It sorts on the wrong quantity, about as well as that quantity allows.

the gap, stated at its narrowest

So the bar is not beat blanket treatment. Selective dry-off already did that, and from 2027 the authorisation requirement makes it the default. The bar is this. Does a forecast beat a good threshold rule on the two errors the threshold makes and publishes? And does it do so while producing the per-cow justification the authorisation requires anyway?

The figure

Where a good rule puts its mistakes.

Selective dry-off · the shape of the decision
LAST HERD TEST · CELLS PER ML · LOG SCALE CUT-POINT · 200,000 CELLS/ML ANTIBIOTIC TEAT SEAL ONLY ONE BAR = ONE COW, ORDERED BY HER LAST TEST INFECTED NOT INFECTED 3 INFECTED, SEALED ANYWAY 6 NOT INFECTED, TREATED WHY ONE OF THOSE ERRORS IS STRUCTURAL · THE HERD TEST IS A COMPOSITE OF FOUR QUARTERS 500,000 INFECTED QUARTER 60,000 CLEAN 60,000 CLEAN 60,000 CLEAN ÷ 4 = 170,000 WHAT YOU SEE UNDER THE CUT-POINT. SHE IS SEALED, AND THE INFECTED QUARTER GOES INTO THE DRY PERIOD.
Scroll the figure →

Forty cows, ordered left to right by their last herd test, with the cut-point drawn across. The rule sorts on height. But infection is not height, and the two only agree about four times in five. So infected cows sit below the line and uninfected cows sit above it, in the proportions the guidance itself reports. Underneath, the reason one of those errors is structural: a herd test is a composite of four quarters, and one badly infected quarter averaged with three clean ones lands under the cut-point without ever appearing.

Drawn at the sensitivity and specificity DairyNZ publishes for a >200,000 cells/mL cut-point (0.78 and 0.79). Herd size and the share of cows infected are illustrative; the error proportions and the quarter arithmetic are not.

What it would take

Forecast whether the dose will work, not whether she is over the line.

01 · Forecast
Probability of cure, per cow, at dry-off

Among the cows the threshold already selects, which will actually clear if treated and which will carry the infection through the dry period regardless. This is the quantity the decision turns on, and the one no cell count measures. It also decides whether a dose is spent well, which is what the authorisation asks the vet to assert.

02 · Recover
The cases the composite dilutes

Cow-level inference from sparse, irregularly spaced, whole-udder samples, pooled across cows within a herd and across herds, so that a single cow with four tests borrows strength from thousands with the same shape. The target is the cows the rule misses: below the cut-point, infected, sealed anyway.

03 · Allocate
Under a permission, not a budget

The constraint here is not money or supply. It is that each dose must be justified for the individual animal, on evidence, in the record. An optimiser that produces the ranked action list and the reasoning behind each call is producing the compliance artefact as a by-product of the decision, rather than as a second job afterwards.

04 · Grade
Against the threshold, not against blanket

Lift over a well-set cut-point, reported with uncertainty, on both axes at once: doses used, and udder health in the following lactation. Walked forward through seasons already lived, using only the data that existed on each dry-off date. If the threshold captures most of the value, that is the answer and it should surface in the back-test rather than in year two.

Three things we are not claiming

That New Zealand has a somatic cell count crisis. It does not. The national average is the lowest it has ever been, and saying otherwise to this industry would be both wrong and obvious. The argument is about the variance the average hides, and about a decision the average was never able to make.

That the Rowe trials are a New Zealand result. They were run in the United States. They establish the solution class and set the bar; nothing here claims a New Zealand result.

That the 19% and the 5% are the same measurement. One is the share of herds at a single named clinic receiving whole-herd DCAT; the other is DairyNZ’s estimate of the share of herds nationally meeting the bulk-milk criteria. They are quoted as they were published and are not divided into one another.

Sources
  • Veterinary Council of New Zealand. Case study: Selective Dry Cow Therapy reducing antimicrobial use and resistance, 12 May 2026. The updated prescribing advice for DCAT “comes into effect on 1 January 2027”; the Taranaki Veterinary Centre figures (80% of adult cows on DCAT in 2014 to 50% now, of which the bulk is the 19% of herds on whole-herd; teat sealants from 35% in 2014 to 65% in 2025); and the 2023 MPI audit quotation. vetcouncil.org.nz
  • Veterinary Council of New Zealand. Statement on the Authorisation of Dry Cow Therapy. Per-animal justification with individual cow SCC; the minimum record set; and Technote 14 Table 3 (2025), the two bulk-milk criteria under which whole-herd DCAT may be justified. vetcouncil.org.nz
  • DairyNZ. Technote 14: Dry Cow Strategy, January 2025. The 150,000 / 200,000 / 250,000 cells/mL thresholds, and the sensitivity and specificity of the >200,000 cut-point at the last herd test within 80 days of drying off. dairynz.co.nz
  • Rowe SM, Godden SM, Nydam DV, Gorden PJ, Lago A, Vasquez AK, Royster E, Timmerman J, Thomas MJ. “Randomized controlled non-inferiority trial investigating the effect of 2 selective dry-cow therapy protocols on antibiotic use at dry-off and dry period intramammary infection dynamics.” J. Dairy Sci. 103(7):6473–6492, 2020. doi.org/10.3168/jds.2019-17728
  • Rowe SM et al. “Randomized controlled trial investigating the effect of 2 selective dry-cow therapy protocols on udder health and performance in the subsequent lactation.” J. Dairy Sci. 103(7):6493–6503, 2020. The companion udder-health paper. doi.org/10.3168/jds.2019-17961
  • DairyNZ. New Zealand Dairy Statistics 2023–24. “The lowest-ever average somatic cell count of 161,000 cells/mL in 2023/24”; 10,485 herds; average herd size 448; 77.1% of cows herd-tested. dairynz.co.nz
  • DairySmart. Cost of mastitis in New Zealand, citing DairyNZ: an average clinical case at an estimated total economic cost of $496, and a 300-cow herd at $54,500 a year, or $180 per cow. Also, from DairySmart’s own data, that approximately 20% of high-SCC cows grow no bugs. dairysmart.nz
  • DairyNZ. SmartSAMM Guideline 14: Dry Cow Strategy, January 2025. The farmer-facing companion to Technote 14: “All cows that have a SCC over a threshold should be considered ‘infected’. Discuss with your vet as to the threshold suitable for your herd, which will be between 150,000 cell/s mL and 250,000 cells/mL.” dairynz.co.nz
  • New Zealand Veterinary Association. Position statement on bobby calves and restricted veterinary medicines. Strict application of milk withholding periods for dry cow therapy rather than a general clean-milk rule; calves treated directly with antimicrobials are not eligible for bobby calf slaughter. nzva.org.nz
  • Vet Clinic Morrinsville. “Dry cow therapy legislation changes”, Jackie Davies, 11 March 2026. How one practice is preparing its clients. vetclinicmorrinsville.co.nz
  • Inside Dairy / Farmers Weekly. “New dry cow advice supports selective use”, 14 April 2026. DairyNZ veterinarian Mitch Cooper; fewer than 5% of herds meet the bulk milk somatic cell count threshold above 250,000 that would indicate blanket treatment. farmersweekly.co.nz
Start here

Before we forecast your next season, we forecast your last one.

A pilot runs your own dry-off decisions again across seasons you have already lived, scored against what actually happened in the lactation that followed. You already know how those seasons went. That is what makes it a test rather than a demonstration.